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With the CPU version of detectMultiScale you can provide a color image. The GPU one requires a grayscale image. The GPU is way faster than the CPU counterpart and seems to return good results for me.

You can do a cvtcolor on the GPU while the image is there but it doesn't seem to be faster than the CPU version of cvtcolor.